Umbilo Report

Dataset statistics

Number of variables	20
Number of observations	8761
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	160.0 B

Variable types

Numeric	19
Categorical	1

Alerts

`PO_entrada` has constant value "4.6"	Constant
`Q_entrada` is highly correlated with `Q_saida` and 5 other fields	High correlation
`NH_entrada` is highly correlated with `TN_entrada` and 1 other fields	High correlation
`TSS_entrada` is highly correlated with `DQO_entrada` and 11 other fields	High correlation
`DQO_entrada` is highly correlated with `TSS_entrada` and 11 other fields	High correlation
`DBO_entrada` is highly correlated with `TSS_entrada` and 11 other fields	High correlation
`TN_entrada` is highly correlated with `NH_entrada` and 6 other fields	High correlation
`TKN_entrada` is highly correlated with `NH_entrada` and 6 other fields	High correlation
`TP_entrada` is highly correlated with `TSS_entrada` and 11 other fields	High correlation
`Q_saida` is highly correlated with `Q_entrada` and 5 other fields	High correlation
`NH_saida` is highly correlated with `Q_entrada` and 13 other fields	High correlation
`NO_saida` is highly correlated with `Q_entrada` and 13 other fields	High correlation
`TSS_saida` is highly correlated with `Q_entrada` and 9 other fields	High correlation
`DQO_saida` is highly correlated with `TSS_entrada` and 13 other fields	High correlation
`DBO_saida` is highly correlated with `Q_entrada` and 13 other fields	High correlation
`TN_saida` is highly correlated with `NH_saida` and 7 other fields	High correlation
`TKN_saida` is highly correlated with `Q_entrada` and 13 other fields	High correlation
`TP_saida` is highly correlated with `TSS_entrada` and 11 other fields	High correlation
`PO_saida` is highly correlated with `TSS_entrada` and 11 other fields	High correlation
`Q_entrada` is highly correlated with `Q_saida` and 3 other fields	High correlation
`NH_entrada` is highly correlated with `TN_entrada` and 1 other fields	High correlation
`TSS_entrada` is highly correlated with `DQO_entrada` and 8 other fields	High correlation
`DQO_entrada` is highly correlated with `TSS_entrada` and 8 other fields	High correlation
`DBO_entrada` is highly correlated with `TSS_entrada` and 8 other fields	High correlation
`TN_entrada` is highly correlated with `NH_entrada` and 6 other fields	High correlation
`TKN_entrada` is highly correlated with `NH_entrada` and 6 other fields	High correlation
`TP_entrada` is highly correlated with `TSS_entrada` and 8 other fields	High correlation
`Q_saida` is highly correlated with `Q_entrada` and 3 other fields	High correlation
`NH_saida` is highly correlated with `Q_entrada` and 8 other fields	High correlation
`NO_saida` is highly correlated with `TSS_saida`	High correlation
`TSS_saida` is highly correlated with `Q_entrada` and 9 other fields	High correlation
`DQO_saida` is highly correlated with `TSS_entrada` and 12 other fields	High correlation
`DBO_saida` is highly correlated with `TSS_entrada` and 8 other fields	High correlation
`TN_saida` is highly correlated with `NH_saida` and 6 other fields	High correlation
`TKN_saida` is highly correlated with `Q_entrada` and 8 other fields	High correlation
`TP_saida` is highly correlated with `TSS_entrada` and 9 other fields	High correlation
`PO_saida` is highly correlated with `TSS_entrada` and 9 other fields	High correlation
`Q_entrada` is highly correlated with `Q_saida` and 1 other fields	High correlation
`NH_entrada` is highly correlated with `TN_entrada` and 1 other fields	High correlation
`TSS_entrada` is highly correlated with `DQO_entrada` and 6 other fields	High correlation
`DQO_entrada` is highly correlated with `TSS_entrada` and 6 other fields	High correlation
`DBO_entrada` is highly correlated with `TSS_entrada` and 6 other fields	High correlation
`TN_entrada` is highly correlated with `NH_entrada` and 5 other fields	High correlation
`TKN_entrada` is highly correlated with `NH_entrada` and 5 other fields	High correlation
`TP_entrada` is highly correlated with `TSS_entrada` and 6 other fields	High correlation
`Q_saida` is highly correlated with `Q_entrada` and 1 other fields	High correlation
`NH_saida` is highly correlated with `NO_saida` and 6 other fields	High correlation
`NO_saida` is highly correlated with `NH_saida` and 6 other fields	High correlation
`TSS_saida` is highly correlated with `Q_entrada` and 6 other fields	High correlation
`DQO_saida` is highly correlated with `TSS_entrada` and 9 other fields	High correlation
`DBO_saida` is highly correlated with `NH_saida` and 7 other fields	High correlation
`TN_saida` is highly correlated with `NH_saida` and 4 other fields	High correlation
`TKN_saida` is highly correlated with `NH_saida` and 6 other fields	High correlation
`TP_saida` is highly correlated with `DQO_saida` and 2 other fields	High correlation
`PO_saida` is highly correlated with `TSS_entrada` and 9 other fields	High correlation
`Dia` is highly correlated with `Q_entrada` and 17 other fields	High correlation
`Q_entrada` is highly correlated with `Dia` and 8 other fields	High correlation
`NH_entrada` is highly correlated with `Dia` and 5 other fields	High correlation
`TSS_entrada` is highly correlated with `Dia` and 14 other fields	High correlation
`DQO_entrada` is highly correlated with `Dia` and 14 other fields	High correlation
`DBO_entrada` is highly correlated with `Dia` and 14 other fields	High correlation
`TN_entrada` is highly correlated with `Dia` and 14 other fields	High correlation
`TKN_entrada` is highly correlated with `Dia` and 14 other fields	High correlation
`TP_entrada` is highly correlated with `Dia` and 14 other fields	High correlation
`Q_saida` is highly correlated with `Dia` and 8 other fields	High correlation
`NH_saida` is highly correlated with `Dia` and 16 other fields	High correlation
`NO_saida` is highly correlated with `Dia` and 13 other fields	High correlation
`TSS_saida` is highly correlated with `Dia` and 16 other fields	High correlation
`DQO_saida` is highly correlated with `Dia` and 14 other fields	High correlation
`DBO_saida` is highly correlated with `Dia` and 11 other fields	High correlation
`TN_saida` is highly correlated with `Dia` and 17 other fields	High correlation
`TKN_saida` is highly correlated with `Dia` and 16 other fields	High correlation
`TP_saida` is highly correlated with `Dia` and 16 other fields	High correlation
`PO_saida` is highly correlated with `Dia` and 16 other fields	High correlation
`Dia` is uniformly distributed	Uniform
`Dia` has unique values	Unique
`Q_entrada` has unique values	Unique
`TN_entrada` has unique values	Unique
`TKN_entrada` has unique values	Unique
`Q_saida` has unique values	Unique
`NH_saida` has unique values	Unique
`NO_saida` has unique values	Unique
`TSS_saida` has unique values	Unique
`DQO_saida` has unique values	Unique
`DBO_saida` has unique values	Unique
`TN_saida` has unique values	Unique
`TKN_saida` has unique values	Unique
`TP_saida` has unique values	Unique
`PO_saida` has unique values	Unique

Reproduction

Analysis started	2023-04-20 17:43:34.030838
Analysis finished	2023-04-20 17:44:17.961366
Duration	43.93 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Dia
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	182.500146

Minimum	0
Maximum	365
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0
5-th percentile	18.2500146
Q1	91.250073
median	182.500146
Q3	273.750219
95-th percentile	346.7502774
Maximum	365
Range	365
Interquartile range (IQR)	182.500146

Descriptive statistics

Standard deviation	105.3845504
Coefficient of variation (CV)	0.5774491294
Kurtosis	-1.200000003
Mean	182.500146
Median Absolute Deviation (MAD)	91.250073
Skewness	-1.897227445 × 10^-9
Sum	1598883.779
Variance	11105.90346
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
243.4585281	1	< 0.1%
243.2085279	1	< 0.1%
243.2501946	1	< 0.1%
243.2918613	1	< 0.1%
243.333528	1	< 0.1%
243.3751947	1	< 0.1%
243.4168614	1	< 0.1%
243.5001948	1	< 0.1%
245.2501962	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0416667	1	< 0.1%
0.0833334	1	< 0.1%
0.1250001	1	< 0.1%
0.1666668	1	< 0.1%
0.2083335	1	< 0.1%
0.2500002	1	< 0.1%
0.2916669	1	< 0.1%
0.3333336	1	< 0.1%
0.3750003	1	< 0.1%

Value	Count	Frequency (%)
365	1	< 0.1%
364.9586253	1	< 0.1%
364.9169586	1	< 0.1%
364.8752919	1	< 0.1%
364.8336252	1	< 0.1%
364.7919585	1	< 0.1%
364.7502918	1	< 0.1%
364.7086251	1	< 0.1%
364.6669584	1	< 0.1%
364.6252917	1	< 0.1%

Q_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7999.298009

Minimum	2334.275029
Maximum	13259.80614
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	2334.275029
5-th percentile	5327.333162
Q1	6735.567663
median	7944.034851
Q3	9298.460258
95-th percentile	10790.81241
Maximum	13259.80614
Range	10925.53111
Interquartile range (IQR)	2562.892596

Descriptive statistics

Standard deviation	1691.747745
Coefficient of variation (CV)	0.2114870259
Kurtosis	-0.520394166
Mean	7999.298009
Median Absolute Deviation (MAD)	1293.958751
Skewness	0.04568892419
Sum	70081849.86
Variance	2862010.434
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4719	1	< 0.1%
8653.880856	1	< 0.1%
8592.880808	1	< 0.1%
8603.047482	1	< 0.1%
8613.214157	1	< 0.1%
8623.380832	1	< 0.1%
8633.547507	1	< 0.1%
8643.714182	1	< 0.1%
8664.047531	1	< 0.1%
8079.812908	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2334.275029	1	< 0.1%
2520.71736	1	< 0.1%
2644.300792	1	< 0.1%
2767.884225	1	< 0.1%
2891.467657	1	< 0.1%
3015.051089	1	< 0.1%
3138.634521	1	< 0.1%
3184.843533	1	< 0.1%
3262.217953	1	< 0.1%
3374.826122	1	< 0.1%

Value	Count	Frequency (%)
13259.80614	1	< 0.1%
13121.41736	1	< 0.1%
13070.2837	1	< 0.1%
12981.04225	1	< 0.1%
12920.3872	1	< 0.1%
12878.28355	1	< 0.1%
12840.66713	1	< 0.1%
12819.71818	1	< 0.1%
12798.4035	1	< 0.1%
12718.2181	1	< 0.1%

NH_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7725
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.79111463

Minimum	8.001116364
Maximum	68.92796875
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	8.001116364
5-th percentile	16.0834614
Q1	20.9167002
median	24.5834186
Q3	28.6248397
95-th percentile	33.8339516
Maximum	68.92796875
Range	60.92685238
Interquartile range (IQR)	7.7081395

Descriptive statistics

Standard deviation	5.870003097
Coefficient of variation (CV)	0.2367785066
Kurtosis	3.552512227
Mean	24.79111463
Median Absolute Deviation (MAD)	3.8346604
Skewness	0.7134445239
Sum	217194.9552
Variance	34.45693636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	189	2.2%
25	188	2.1%
22	142	1.6%
17	70	0.8%
23	69	0.8%
26	69	0.8%
32	47	0.5%
30	46	0.5%
31	46	0.5%
21	24	0.3%
Other values (7715)	7871	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.001116364	1	< 0.1%
8.0833478	1	< 0.1%
8.1666812	1	< 0.1%
8.2500146	1	< 0.1%
8.2916165	1	< 0.1%
8.333348	1	< 0.1%
8.4166814	1	< 0.1%
8.5000148	1	< 0.1%
8.5832834	1	< 0.1%
8.5833482	1	< 0.1%

Value	Count	Frequency (%)
68.92796875	1	< 0.1%
67.4518793	1	< 0.1%
67.4232926	1	< 0.1%
65.9102114	1	< 0.1%
65.839958	1	< 0.1%
64.3685435	1	< 0.1%
64.2566234	1	< 0.1%
62.8268756	1	< 0.1%
62.6732888	1	< 0.1%
61.2852077	1	< 0.1%

TSS_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8716
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	452.5378587

Minimum	150.229999
Maximum	1033.516438
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	150.229999
5-th percentile	267.3333144
Q1	369.48999
median	458.9655437
Q3	529.3317744
95-th percentile	633.7488198
Maximum	1033.516438
Range	883.2864387
Interquartile range (IQR)	159.8417844

Descriptive statistics

Standard deviation	118.0140342
Coefficient of variation (CV)	0.2607826769
Kurtosis	0.4426866039
Mean	452.5378587
Median Absolute Deviation (MAD)	78.9897685
Skewness	0.1035101054
Sum	3964684.18
Variance	13927.31227
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521	24	0.3%
370	23	0.3%
473.6209197	1	< 0.1%
472.745919	1	< 0.1%
471.8709183	1	< 0.1%
470.9826984	1	< 0.1%
467.2743621	1	< 0.1%
463.5660258	1	< 0.1%
459.8576895	1	< 0.1%
430.1909991	1	< 0.1%
Other values (8706)	8706	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
150.229999	1	< 0.1%
154.556321	1	< 0.1%
159.139658	1	< 0.1%
163.722995	1	< 0.1%
166.9325692	1	< 0.1%
168.306332	1	< 0.1%
172.889669	1	< 0.1%
172.9570297	1	< 0.1%
173.0827494	1	< 0.1%
173.1660828	1	< 0.1%

Value	Count	Frequency (%)
1033.516438	1	< 0.1%
1008.443257	1	< 0.1%
1001.761936	1	< 0.1%
983.02657	1	< 0.1%
969.3452436	1	< 0.1%
957.609883	1	< 0.1%
956.8701807	1	< 0.1%
950.026068	1	< 0.1%
943.0260624	1	< 0.1%
936.928551	1	< 0.1%

DQO_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8716
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	653.7216973

Minimum	216.3327168
Maximum	1494.300565
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	216.3327168
5-th percentile	385.9863472
Q1	533.642636
median	662.510758
Q3	764.6599456
95-th percentile	915.8353724
Maximum	1494.300565
Range	1277.967848
Interquartile range (IQR)	231.0173096

Descriptive statistics

Standard deviation	170.5692847
Coefficient of variation (CV)	0.2609203356
Kurtosis	0.4468409128
Mean	653.7216973
Median Absolute Deviation (MAD)	114.1051966
Skewness	0.1029747242
Sum	5727255.79
Variance	29093.88087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
753	24	0.3%
534	23	0.3%
684.6193653	1	< 0.1%
683.411031	1	< 0.1%
682.2026967	1	< 0.1%
680.974728	1	< 0.1%
675.558057	1	< 0.1%
670.141386	1	< 0.1%
664.724715	1	< 0.1%
621.391347	1	< 0.1%
Other values (8706)	8706	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
216.3327168	1	< 0.1%
222.5445338	1	< 0.1%
229.1278724	1	< 0.1%
235.711211	1	< 0.1%
240.5186955	1	< 0.1%
242.2945496	1	< 0.1%
245.8925742	1	< 0.1%
246.2068735	1	< 0.1%
246.415207	1	< 0.1%
246.6235405	1	< 0.1%

Value	Count	Frequency (%)
1494.300565	1	< 0.1%
1458.005567	1	< 0.1%
1448.4247	1	< 0.1%
1421.213871	1	< 0.1%
1401.591329	1	< 0.1%
1384.422175	1	< 0.1%
1382.812573	1	< 0.1%
1372.871194	1	< 0.1%
1362.704519	1	< 0.1%
1354.757958	1	< 0.1%

DBO_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8716
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	331.8872969

Minimum	109.7588131
Maximum	758.455039
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	109.7588131
5-th percentile	195.9742129
Q1	270.79
median	336.4030294
Q3	388.1364992
95-th percentile	464.8432915
Maximum	758.455039
Range	648.6962259
Interquartile range (IQR)	117.3464992

Descriptive statistics

Standard deviation	86.58134637
Coefficient of variation (CV)	0.2608757466
Kurtosis	0.4452698987
Mean	331.8872969
Median Absolute Deviation (MAD)	57.88034341
Skewness	0.1035398225
Sum	2907664.608
Variance	7496.329539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
382.33	24	0.3%
270.79	23	0.3%
347.3977328	1	< 0.1%
346.777524	1	< 0.1%
346.1573152	1	< 0.1%
345.527225	1	< 0.1%
342.7890978	1	< 0.1%
340.0509706	1	< 0.1%
337.3128434	1	< 0.1%
315.4078259	1	< 0.1%
Other values (8706)	8706	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
109.7588131	1	< 0.1%
112.9285407	1	< 0.1%
116.2868767	1	< 0.1%
119.6452127	1	< 0.1%
122.0209786	1	< 0.1%
123.0035487	1	< 0.1%
125.6681039	1	< 0.1%
125.7906807	1	< 0.1%
125.8719307	1	< 0.1%
125.9531808	1	< 0.1%

Value	Count	Frequency (%)
758.455039	1	< 0.1%
740.0385723	1	< 0.1%
735.1672339	1	< 0.1%
721.3700157	1	< 0.1%
711.3934648	1	< 0.1%
702.7014591	1	< 0.1%
701.9698372	1	< 0.1%
696.9275368	1	< 0.1%
691.770866	1	< 0.1%
687.6196958	1	< 0.1%

TN_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.59689824

Minimum	22.2453808
Maximum	88.6442977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	22.2453808
5-th percentile	30.19358701
Q1	40.89083677
median	46.9246625
Q3	51.96068323
95-th percentile	60.08271413
Maximum	88.6442977
Range	66.3989169
Interquartile range (IQR)	11.06984647

Descriptive statistics

Standard deviation	9.044455761
Coefficient of variation (CV)	0.1940999531
Kurtosis	0.8565921394
Mean	46.59689824
Median Absolute Deviation (MAD)	5.45468469
Skewness	0.1767597848
Sum	408235.4254
Variance	81.80218001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.06	1	< 0.1%
53.35440375	1	< 0.1%
55.18940521	1	< 0.1%
54.88357164	1	< 0.1%
54.57773806	1	< 0.1%
54.27190448	1	< 0.1%
53.9660709	1	< 0.1%
53.66023732	1	< 0.1%
53.04857017	1	< 0.1%
51.18312195	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.2453808	1	< 0.1%
22.8939213	1	< 0.1%
23.12644526	1	< 0.1%
23.52009007	1	< 0.1%
23.57183851	1	< 0.1%
23.89787816	1	< 0.1%
23.9275904	1	< 0.1%
24.0004345	1	< 0.1%
24.24975571	1	< 0.1%
24.33509072	1	< 0.1%

Value	Count	Frequency (%)
88.6442977	1	< 0.1%
87.60623178	1	< 0.1%
86.90508495	1	< 0.1%
86.50706424	1	< 0.1%
85.85495589	1	< 0.1%
85.40789669	1	< 0.1%
85.0925835	1	< 0.1%
84.56110448	1	< 0.1%
84.30872914	1	< 0.1%
84.20138308	1	< 0.1%

TKN_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.59689824

Minimum	22.2453808
Maximum	88.6442977
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	22.2453808
5-th percentile	30.19358701
Q1	40.89083677
median	46.9246625
Q3	51.96068323
95-th percentile	60.08271413
Maximum	88.6442977
Range	66.3989169
Interquartile range (IQR)	11.06984647

Descriptive statistics

Standard deviation	9.044455761
Coefficient of variation (CV)	0.1940999531
Kurtosis	0.8565921394
Mean	46.59689824
Median Absolute Deviation (MAD)	5.45468469
Skewness	0.1767597848
Sum	408235.4254
Variance	81.80218001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.06	1	< 0.1%
53.35440375	1	< 0.1%
55.18940521	1	< 0.1%
54.88357164	1	< 0.1%
54.57773806	1	< 0.1%
54.27190448	1	< 0.1%
53.9660709	1	< 0.1%
53.66023732	1	< 0.1%
53.04857017	1	< 0.1%
51.18312195	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.2453808	1	< 0.1%
22.8939213	1	< 0.1%
23.12644526	1	< 0.1%
23.52009007	1	< 0.1%
23.57183851	1	< 0.1%
23.89787816	1	< 0.1%
23.9275904	1	< 0.1%
24.0004345	1	< 0.1%
24.24975571	1	< 0.1%
24.33509072	1	< 0.1%

Value	Count	Frequency (%)
88.6442977	1	< 0.1%
87.60623178	1	< 0.1%
86.90508495	1	< 0.1%
86.50706424	1	< 0.1%
85.85495589	1	< 0.1%
85.40789669	1	< 0.1%
85.0925835	1	< 0.1%
84.56110448	1	< 0.1%
84.30872914	1	< 0.1%
84.20138308	1	< 0.1%

TP_entrada
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8716
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.30915666

Minimum	6.492901261
Maximum	17.65388664
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	6.492901261
5-th percentile	7.967916425
Q1	9.259568421
median	10.38577239
Q3	11.27696854
95-th percentile	12.59992588
Maximum	17.65388664
Range	11.16098538
Interquartile range (IQR)	2.017400115

Descriptive statistics

Standard deviation	1.489496438
Coefficient of variation (CV)	0.14448286
Kurtosis	0.4489511741
Mean	10.30915666
Median Absolute Deviation (MAD)	0.995911994
Skewness	0.1030275759
Sum	90318.52148
Variance	2.218599639
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.18	24	0.3%
9.26	23	0.3%
10.58120142	1	< 0.1%
10.57078475	1	< 0.1%
10.56036807	1	< 0.1%
10.54977838	1	< 0.1%
10.50227835	1	< 0.1%
10.45477831	1	< 0.1%
10.40727827	1	< 0.1%
10.02727797	1	< 0.1%
Other values (8706)	8706	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.492901261	1	< 0.1%
6.547161118	1	< 0.1%
6.604661164	1	< 0.1%
6.66216121	1	< 0.1%
6.70375273	1	< 0.1%
6.719661256	1	< 0.1%
6.749140594	1	< 0.1%
6.751654988	1	< 0.1%
6.753321656	1	< 0.1%
6.754988324	1	< 0.1%

Value	Count	Frequency (%)
17.65388664	1	< 0.1%
17.33656056	1	< 0.1%
17.25308768	1	< 0.1%
17.01489364	1	< 0.1%
16.84392068	1	< 0.1%
16.69322672	1	< 0.1%
16.6783624	1	< 0.1%
16.59158051	1	< 0.1%
16.50283043	1	< 0.1%
16.43475369	1	< 0.1%

PO_entrada
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	68.6 KiB

4.6	8761

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	26283
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.6
2nd row	4.6
3rd row	4.6
4th row	4.6
5th row	4.6

Common Values

Value	Count	Frequency (%)
4.6	8761	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
4.6	8761	100.0%

Most occurring characters

Value	Count	Frequency (%)
4	8761	33.3%
.	8761	33.3%
6	8761	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17522	66.7%
Other Punctuation	8761	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	8761	50.0%
6	8761	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	8761	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26283	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	8761	33.3%
.	8761	33.3%
6	8761	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26283	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	8761	33.3%
.	8761	33.3%
6	8761	33.3%

Q_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7769.48742

Minimum	2105.016529
Maximum	13029.26465
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	2105.016529
5-th percentile	5099.625595
Q1	6505.694913
median	7714.114601
Q3	9068.469688
95-th percentile	10559.85291
Maximum	13029.26465
Range	10924.24812
Interquartile range (IQR)	2562.774775

Descriptive statistics

Standard deviation	1691.466815
Coefficient of variation (CV)	0.2177063586
Kurtosis	-0.5203894285
Mean	7769.48742
Median Absolute Deviation (MAD)	1293.910001
Skewness	0.04612262343
Sum	68068479.28
Variance	2861059.985
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6135.066621	1	< 0.1%
8423.819856	1	< 0.1%
8362.819808	1	< 0.1%
8372.986482	1	< 0.1%
8383.153157	1	< 0.1%
8393.319832	1	< 0.1%
8403.486507	1	< 0.1%
8413.653182	1	< 0.1%
8433.986531	1	< 0.1%
7850.688408	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2105.016529	1	< 0.1%
2291.45886	1	< 0.1%
2415.042292	1	< 0.1%
2538.625725	1	< 0.1%
2662.209157	1	< 0.1%
2785.792589	1	< 0.1%
2909.376021	1	< 0.1%
2954.952836	1	< 0.1%
3032.959453	1	< 0.1%
3145.98437	1	< 0.1%

Value	Count	Frequency (%)
13029.26465	1	< 0.1%
12892.25961	1	< 0.1%
12839.1317	1	< 0.1%
12751.88449	1	< 0.1%
12690.05201	1	< 0.1%
12647.13155	1	< 0.1%
12611.50939	1	< 0.1%
12589.10918	1	< 0.1%
12569.1375	1	< 0.1%
12487.6091	1	< 0.1%

NH_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.73046212

Minimum	0.1009468957
Maximum	37.50605997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0.1009468957
5-th percentile	0.3168045368
Q1	1.311767555
median	8.520411367
Q3	19.6876531
95-th percentile	26.85440914
Maximum	37.50605997
Range	37.40511308
Interquartile range (IQR)	18.37588555

Descriptive statistics

Standard deviation	9.536691156
Coefficient of variation (CV)	0.8887493431
Kurtosis	-1.18542426
Mean	10.73046212
Median Absolute Deviation (MAD)	7.719497898
Skewness	0.4509941639
Sum	94009.5786
Variance	90.94847821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.854907967	1	< 0.1%
8.376469409	1	< 0.1%
6.900411291	1	< 0.1%
7.141152101	1	< 0.1%
7.39695252	1	< 0.1%
7.66138816	1	< 0.1%
7.919353023	1	< 0.1%
8.160012927	1	< 0.1%
8.564248934	1	< 0.1%
7.622984943	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1009468957	1	< 0.1%
0.106554845	1	< 0.1%
0.1102848781	1	< 0.1%
0.1140319573	1	< 0.1%
0.1177944861	1	< 0.1%
0.1215779719	1	< 0.1%
0.1253784048	1	< 0.1%
0.1292030148	1	< 0.1%
0.1330534342	1	< 0.1%
0.1369307397	1	< 0.1%

Value	Count	Frequency (%)
37.50605997	1	< 0.1%
37.47724219	1	< 0.1%
37.43940757	1	< 0.1%
37.36318712	1	< 0.1%
37.26537353	1	< 0.1%
37.19920092	1	< 0.1%
37.14629237	1	< 0.1%
37.12044903	1	< 0.1%
37.07154125	1	< 0.1%
36.98076279	1	< 0.1%

NO_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.06466052

Minimum	0.001115959022
Maximum	21.54680244
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0.001115959022
5-th percentile	0.003753363253
Q1	0.02237333931
median	0.0954979239
Q3	0.3265909406
95-th percentile	6.237650144
Maximum	21.54680244
Range	21.54568648
Interquartile range (IQR)	0.3042176013

Descriptive statistics

Standard deviation	3.042945271
Coefficient of variation (CV)	2.858136669
Kurtosis	22.78935618
Mean	1.06466052
Median Absolute Deviation (MAD)	0.08516944621
Skewness	4.522454825
Sum	9327.490812
Variance	9.259515922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07930587915	1	< 0.1%
0.1430620242	1	< 0.1%
0.1409463947	1	< 0.1%
0.14381532	1	< 0.1%
0.1456374684	1	< 0.1%
0.1448997829	1	< 0.1%
0.1436790322	1	< 0.1%
0.1430323559	1	< 0.1%
0.1437061594	1	< 0.1%
0.1112193058	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.001115959022	1	< 0.1%
0.001119766296	1	< 0.1%
0.001123468245	1	< 0.1%
0.001127109445	1	< 0.1%
0.001131100144	1	< 0.1%
0.001135597929	1	< 0.1%
0.00113684905	1	< 0.1%
0.001140622679	1	< 0.1%
0.001146176219	1	< 0.1%
0.001152260839	1	< 0.1%

Value	Count	Frequency (%)
21.54680244	1	< 0.1%
21.54587187	1	< 0.1%
21.53652401	1	< 0.1%
21.53397251	1	< 0.1%
21.5146992	1	< 0.1%
21.51135223	1	< 0.1%
21.48655195	1	< 0.1%
21.47828503	1	< 0.1%
21.45816127	1	< 0.1%
21.43505939	1	< 0.1%

TSS_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.296811506

Minimum	3.192627235
Maximum	9.006370307
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	3.192627235
5-th percentile	4.416334225
Q1	5.356868925
median	6.225303983
Q3	7.204800874
95-th percentile	8.310579859
Maximum	9.006370307
Range	5.813743071
Interquartile range (IQR)	1.847931949

Descriptive statistics

Standard deviation	1.192987724
Coefficient of variation (CV)	0.1894590179
Kurtosis	-0.7997037431
Mean	6.296811506
Median Absolute Deviation (MAD)	0.9084465928
Skewness	-0.02448952173
Sum	55166.3656
Variance	1.42321971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.642565065	1	< 0.1%
5.828944644	1	< 0.1%
5.778226577	1	< 0.1%
5.787619765	1	< 0.1%
5.796540537	1	< 0.1%
5.805057357	1	< 0.1%
5.813263128	1	< 0.1%
5.821216808	1	< 0.1%
5.836457971	1	< 0.1%
5.944477562	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.192627235	1	< 0.1%
3.193121245	1	< 0.1%
3.195237778	1	< 0.1%
3.196384106	1	< 0.1%
3.201317228	1	< 0.1%
3.202137452	1	< 0.1%
3.210137546	1	< 0.1%
3.211290454	1	< 0.1%
3.220176275	1	< 0.1%
3.225681566	1	< 0.1%

Value	Count	Frequency (%)
9.006370307	1	< 0.1%
8.990898576	1	< 0.1%
8.986664901	1	< 0.1%
8.958448917	1	< 0.1%
8.947902993	1	< 0.1%
8.928959491	1	< 0.1%
8.905766195	1	< 0.1%
8.899189244	1	< 0.1%
8.869282456	1	< 0.1%
8.864431125	1	< 0.1%

DQO_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.22615436

Minimum	33.14232472
Maximum	291.7144114
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	33.14232472
5-th percentile	52.23744209
Q1	70.1120807
median	84.75682774
Q3	108.999282
95-th percentile	184.3014412
Maximum	291.7144114
Range	258.5720867
Interquartile range (IQR)	38.88720129

Descriptive statistics

Standard deviation	38.84370285
Coefficient of variation (CV)	0.4079100234
Kurtosis	3.065375378
Mean	95.22615436
Median Absolute Deviation (MAD)	17.90441961
Skewness	1.581333794
Sum	834276.3384
Variance	1508.833251
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
83.78236983	1	< 0.1%
86.07353723	1	< 0.1%
87.60484949	1	< 0.1%
87.43839261	1	< 0.1%
87.29251037	1	< 0.1%
87.09514542	1	< 0.1%
86.82019727	1	< 0.1%
86.47589897	1	< 0.1%
85.62326824	1	< 0.1%
81.20144475	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.14232472	1	< 0.1%
33.14470671	1	< 0.1%
33.14593134	1	< 0.1%
33.15396709	1	< 0.1%
33.15513648	1	< 0.1%
33.16915138	1	< 0.1%
33.18365629	1	< 0.1%
33.18745198	1	< 0.1%
33.2095776	1	< 0.1%
33.23513452	1	< 0.1%

Value	Count	Frequency (%)
291.7144114	1	< 0.1%
291.6935437	1	< 0.1%
291.068694	1	< 0.1%
291.0185156	1	< 0.1%
289.7443889	1	< 0.1%
289.6954224	1	< 0.1%
287.7438045	1	< 0.1%
287.7347825	1	< 0.1%
285.1750607	1	< 0.1%
285.0342806	1	< 0.1%

DBO_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.37321752

Minimum	1.527409191
Maximum	96.96090807
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	1.527409191
5-th percentile	2.009908814
Q1	2.793934255
median	3.767286747
Q3	11.2250502
95-th percentile	52.46078218
Maximum	96.96090807
Range	95.43349888
Interquartile range (IQR)	8.431115947

Descriptive statistics

Standard deviation	16.2806383
Coefficient of variation (CV)	1.431489222
Kurtosis	5.79603903
Mean	11.37321752
Median Absolute Deviation (MAD)	1.443234078
Skewness	2.41566735
Sum	99640.75874
Variance	265.0591836
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.890640828	1	< 0.1%
4.080196592	1	< 0.1%
3.753280622	1	< 0.1%
3.83155687	1	< 0.1%
3.937930518	1	< 0.1%
4.024640912	1	< 0.1%
4.073917345	1	< 0.1%
4.090252902	1	< 0.1%
4.049618227	1	< 0.1%
4.478199516	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.527409191	1	< 0.1%
1.527662029	1	< 0.1%
1.528359757	1	< 0.1%
1.529204162	1	< 0.1%
1.53035339	1	< 0.1%
1.532222935	1	< 0.1%
1.533272138	1	< 0.1%
1.537019111	1	< 0.1%
1.540149735	1	< 0.1%
1.541512011	1	< 0.1%

Value	Count	Frequency (%)
96.96090807	1	< 0.1%
96.82068426	1	< 0.1%
96.81345208	1	< 0.1%
96.39816737	1	< 0.1%
96.3791709	1	< 0.1%
95.69536561	1	< 0.1%
95.65645611	1	< 0.1%
94.81194958	1	< 0.1%
94.79791732	1	< 0.1%
94.72514261	1	< 0.1%

TN_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.8749935

Minimum	1.610063119
Maximum	38.59113715
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	1.610063119
5-th percentile	2.262950748
Q1	4.244660841
median	10.52522148
Q3	21.0677452
95-th percentile	28.1149577
Maximum	38.59113715
Range	36.98107403
Interquartile range (IQR)	16.82308436

Descriptive statistics

Standard deviation	9.017956516
Coefficient of variation (CV)	0.7004241608
Kurtosis	-1.125856041
Mean	12.8749935
Median Absolute Deviation (MAD)	7.482611044
Skewness	0.4266802767
Sum	112797.818
Variance	81.32353973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.042310489	1	< 0.1%
9.605133412	1	< 0.1%
8.139740272	1	< 0.1%
8.382335808	1	< 0.1%
8.639023346	1	< 0.1%
8.901069062	1	< 0.1%
9.155348843	1	< 0.1%
9.392260381	1	< 0.1%
9.789523359	1	< 0.1%
8.77702057	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.610063119	1	< 0.1%
1.610184954	1	< 0.1%
1.613761569	1	< 0.1%
1.618591406	1	< 0.1%
1.620809141	1	< 0.1%
1.624011198	1	< 0.1%
1.629809637	1	< 0.1%
1.635909709	1	< 0.1%
1.64227519	1	< 0.1%
1.642905598	1	< 0.1%

Value	Count	Frequency (%)
38.59113715	1	< 0.1%
38.57050719	1	< 0.1%
38.51696928	1	< 0.1%
38.46563659	1	< 0.1%
38.33607422	1	< 0.1%
38.31813648	1	< 0.1%
38.28476997	1	< 0.1%
38.26819956	1	< 0.1%
38.22960515	1	< 0.1%
38.14989612	1	< 0.1%

TKN_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.81033298

Minimum	0.5416482115
Maximum	38.54610649
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0.5416482115
5-th percentile	1.054792159
Q1	2.350862682
median	9.602633212
Q3	20.86496635
95-th percentile	28.10354741
Maximum	38.54610649
Range	38.00445828
Interquartile range (IQR)	18.51410367

Descriptive statistics

Standard deviation	9.693187893
Coefficient of variation (CV)	0.8207379005
Kurtosis	-1.192732621
Mean	11.81033298
Median Absolute Deviation (MAD)	7.897037619
Skewness	0.4407605282
Sum	103470.3272
Variance	93.95789153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.96300461	1	< 0.1%
9.462071388	1	< 0.1%
7.998793877	1	< 0.1%
8.238520488	1	< 0.1%
8.493385877	1	< 0.1%
8.756169279	1	< 0.1%
9.011669811	1	< 0.1%
9.249228026	1	< 0.1%
9.645817199	1	< 0.1%
8.665801264	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5416482115	1	< 0.1%
0.5451859813	1	< 0.1%
0.5479384404	1	< 0.1%
0.5509678411	1	< 0.1%
0.5542366975	1	< 0.1%
0.5577343143	1	< 0.1%
0.5614271861	1	< 0.1%
0.5653012075	1	< 0.1%
0.5693400812	1	< 0.1%
0.5735300381	1	< 0.1%

Value	Count	Frequency (%)
38.54610649	1	< 0.1%
38.52849363	1	< 0.1%
38.46869015	1	< 0.1%
38.42615039	1	< 0.1%
38.28435298	1	< 0.1%
38.27577063	1	< 0.1%
38.23942949	1	< 0.1%
38.22763638	1	< 0.1%
38.19249606	1	< 0.1%
38.11543105	1	< 0.1%

TP_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.220722091

Minimum	0.09796187789
Maximum	12.46458957
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0.09796187789
5-th percentile	0.1075177004
Q1	0.1230424331
median	1.085691821
Q3	3.797094029
95-th percentile	7.085000345
Maximum	12.46458957
Range	12.3666277
Interquartile range (IQR)	3.674051596

Descriptive statistics

Standard deviation	2.570436697
Coefficient of variation (CV)	1.157477879
Kurtosis	1.229236716
Mean	2.220722091
Median Absolute Deviation (MAD)	0.9744509244
Skewness	1.260623319
Sum	19455.74624
Variance	6.607144811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4284993665	1	< 0.1%
0.1224006475	1	< 0.1%
0.1910018837	1	< 0.1%
0.1509622494	1	< 0.1%
0.1319546903	1	< 0.1%
0.12506448	1	< 0.1%
0.1225527043	1	< 0.1%
0.1219015905	1	< 0.1%
0.1238518866	1	< 0.1%
0.1142784492	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09796187789	1	< 0.1%
0.0985593562	1	< 0.1%
0.09856306309	1	< 0.1%
0.09858240043	1	< 0.1%
0.09860270703	1	< 0.1%
0.09862313961	1	< 0.1%
0.09867336123	1	< 0.1%
0.09868641218	1	< 0.1%
0.09869065624	1	< 0.1%
0.09870118491	1	< 0.1%

Value	Count	Frequency (%)
12.46458957	1	< 0.1%
12.46210833	1	< 0.1%
12.46147909	1	< 0.1%
12.45582588	1	< 0.1%
12.45032588	1	< 0.1%
12.44758122	1	< 0.1%
12.43678667	1	< 0.1%
12.42916482	1	< 0.1%
12.42335851	1	< 0.1%
12.40716911	1	< 0.1%

PO_saida
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	8761
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.125272021

Minimum	0.003138968682
Maximum	12.39692381
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	68.6 KiB

Quantile statistics

Minimum	0.003138968682
5-th percentile	0.003658069705
Q1	0.005193500586
median	0.9852160231
Q3	3.712315176
95-th percentile	7.011936287
Maximum	12.39692381
Range	12.39378484
Interquartile range (IQR)	3.707121676

Descriptive statistics

Standard deviation	2.585408441
Coefficient of variation (CV)	1.216507071
Kurtosis	1.197409453
Mean	2.125272021
Median Absolute Deviation (MAD)	0.9814025866
Skewness	1.253177216
Sum	18619.50818
Variance	6.684336808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3261237264	1	< 0.1%
0.03154021392	1	< 0.1%
0.1024871206	1	< 0.1%
0.0618632811	1	< 0.1%
0.04216691106	1	< 0.1%
0.03475416204	1	< 0.1%
0.03192252175	1	< 0.1%
0.03110064211	1	< 0.1%
0.03301678988	1	< 0.1%
0.02016755845	1	< 0.1%
Other values (8751)	8751	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.003138968682	1	< 0.1%
0.003140600324	1	< 0.1%
0.003142919945	1	< 0.1%
0.003146805206	1	< 0.1%
0.003149428315	1	< 0.1%
0.003156993617	1	< 0.1%
0.003157795844	1	< 0.1%
0.003167712127	1	< 0.1%
0.003171875654	1	< 0.1%
0.003178815649	1	< 0.1%

Value	Count	Frequency (%)
12.39692381	1	< 0.1%
12.39477566	1	< 0.1%
12.39351524	1	< 0.1%
12.38756089	1	< 0.1%
12.38327384	1	< 0.1%
12.37901167	1	< 0.1%
12.36790941	1	< 0.1%
12.36235116	1	< 0.1%
12.35417022	1	< 0.1%
12.33766665	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count

A simple visualization of nullity by column.

First rows

	Dia	Q_entrada	NH_entrada	TSS_entrada	DQO_entrada	DBO_entrada	TN_entrada	TKN_entrada	TP_entrada	PO_entrada	Q_saida	NH_saida	NO_saida	TSS_saida	DQO_saida	DBO_saida	TN_saida	TKN_saida	TP_saida	PO_saida
0	0.000000	4719.000000	21.000000	271.000000	391.000000	198.575000	34.060000	34.060000	8.020000	4.6	6135.066621	3.854908	0.079306	6.642565	83.782370	3.890641	5.042310	4.963005	0.428499	0.326124
1	0.041667	4766.833372	21.041667	271.208333	391.375000	198.761875	34.114167	34.114167	8.023333	4.6	4536.546366	3.110403	0.235010	6.475226	81.485161	3.157472	4.427449	4.192439	0.671496	0.573663
2	0.083333	4814.666743	21.083333	271.416667	391.750001	198.948750	34.168333	34.168333	8.026667	4.6	4584.379743	2.429280	0.285368	6.328465	80.156342	3.032321	3.777312	3.491944	1.125122	1.029731
3	0.125000	4862.500115	21.125000	271.625000	392.125001	199.135625	34.222500	34.222500	8.030000	4.6	4632.213115	1.858492	0.298568	6.245022	78.986079	2.977202	3.204324	2.905757	1.626430	1.532398
4	0.166667	4910.333486	21.166667	271.833334	392.500001	199.322501	34.276667	34.276667	8.033333	4.6	4680.046486	1.417633	0.298687	6.193657	77.894845	2.946727	2.750241	2.451555	2.150652	2.057467
5	0.208334	4958.166858	21.208333	272.041668	392.875001	199.509376	34.330834	34.330834	8.036667	4.6	4727.879858	1.114003	0.292634	6.156677	76.857194	2.928030	2.428308	2.135674	2.689161	2.596591
6	0.250000	5006.000230	21.250000	272.250001	393.250002	199.696251	34.385000	34.385000	8.040000	4.6	4775.713230	0.931992	0.284549	6.126367	75.862328	2.915865	2.226623	1.942074	3.231275	3.139217
7	0.291667	5053.833601	21.291667	272.458334	393.625002	199.883126	34.439167	34.439167	8.043333	4.6	4823.546601	0.836362	0.277968	6.099324	74.902876	2.906417	2.113269	1.835301	3.763384	3.671795
8	0.333334	5101.666973	21.333334	272.666668	394.000002	200.070001	34.493334	34.493334	8.046667	4.6	4871.379973	0.790786	0.274550	6.074066	73.973890	2.897081	2.053482	1.778932	4.274686	4.183554
9	0.375000	5149.500344	21.375000	272.875001	394.375003	200.256876	34.547500	34.547500	8.050000	4.6	4919.213344	0.770399	0.274104	6.049953	73.073187	2.886878	2.022175	1.748070	4.759896	4.669214

Last rows

	Dia	Q_entrada	NH_entrada	TSS_entrada	DQO_entrada	DBO_entrada	TN_entrada	TKN_entrada	TP_entrada	PO_entrada	Q_saida	NH_saida	NO_saida	TSS_saida	DQO_saida	DBO_saida	TN_saida	TKN_saida	TP_saida	PO_saida
8751	364.625292	3509.384818	17.374708	173.749417	247.873541	126.440681	25.650915	25.650915	6.764988	4.6	3280.126318	0.136931	18.560265	3.192627	33.235135	1.541512	19.133795	0.573530	5.327536	5.282815
8752	364.666958	3385.801386	17.333042	173.666083	247.665208	126.359431	25.602998	25.602998	6.763322	4.6	3156.542886	0.133053	18.605335	3.195238	33.209578	1.537019	19.174675	0.569340	5.383737	5.339028
8753	364.708625	3262.217953	17.291375	173.582750	247.456874	126.278181	25.555081	25.555081	6.761655	4.6	3032.959453	0.129203	18.652268	3.201317	33.187452	1.533272	19.217570	0.565301	5.441483	5.396749
8754	364.750292	3138.634521	17.249708	173.499416	247.248541	126.196931	25.507164	25.507164	6.759988	4.6	2909.376021	0.125378	18.701093	3.211290	33.169151	1.530353	19.262520	0.561427	5.500818	5.456017
8755	364.791959	3015.051089	17.208041	173.416083	247.040207	126.115681	25.459248	25.459248	6.758322	4.6	2785.792589	0.121578	18.751828	3.225682	33.155136	1.528360	19.309562	0.557734	5.561774	5.516860
8756	364.833625	2891.467657	17.166375	173.332750	246.831874	126.034431	25.411331	25.411331	6.756655	4.6	2662.209157	0.117794	18.804470	3.245100	33.145931	1.527409	19.358707	0.554237	5.624398	5.579316
8757	364.875292	2767.884225	17.124708	173.249416	246.623540	125.953181	25.363414	25.363414	6.754988	4.6	2538.625725	0.114032	18.859135	3.270412	33.142325	1.527662	19.410103	0.550968	5.688779	5.643467
8758	364.916959	2644.300792	17.083041	173.166083	246.415207	125.871931	25.315498	25.315498	6.753322	4.6	2415.042292	0.110285	18.915739	3.302093	33.144707	1.529204	19.463677	0.547938	5.754875	5.709267
8759	364.958625	2520.717360	17.041375	173.082749	246.206873	125.790681	25.267581	25.267581	6.751655	4.6	2291.458860	0.106555	18.974251	3.341246	33.153967	1.532223	19.519437	0.545186	5.822656	5.776672
8760	365.000000	2334.275029	16.978515	172.957030	245.892574	125.668104	25.195292	25.195292	6.749141	4.6	2105.016529	0.100947	19.066666	3.417396	33.183656	1.540150	19.608314	0.541648	5.928673	5.881943

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows